Although the \(\mathcal {A}_{1}\)  algorithm of Shah et al. [1]} is designed specifically for mode estimation, we include it in this comparison to observe its performance when \(K = 2\) . In this special case, the algorithm reduces to an application of an empirical Bernstein bound given by Maurer and Pontil [2]}.
